cloudy1225/ns4gc

Official Implementation of Reliable Node Similarity Matrix Guided Contrastive Graph Clustering.

Reliable Node Similarity Matrix Guided Contrastive Graph Clustering

Official Implementation of Reliable Node Similarity Matrix Guided Contrastive Graph Clustering.

Abstract

Dependencies

• PyTorch
• dgl (only as the source of datasets)
• scikit-learn

Reproduction

Copy hyper-parameters from params.txt to main.py and run it.

Datasets

For all datasets, we use the processed version provided by Deep Graph Library.

Dataset	Type	#Nodes	#Edges	#Features	#Clusters	Homo
Cora	citation	2,708	10,556	1,433	7	82.52%
Citeseer	citation	3,327	9,228	3,703	6	72.22%
Pubmed	citation	19,717	88,651	500	3	79.24%
CoraFull	citation	19,793	126,842	8,710	70	58.61%
WikiCS	reference	11,701	431,726	300	10	65.88%
Photo	co-purchase	7,650	238,163	745	8	83.65%
Computer	co-purchase	13,752	491,722	767	10	78.53%
CoauthorCS	co-authorship	18,333	163,788	6,805	15	83.20%